by Michael Stolzer | Nov 22, 2023 | How-To/Tips
PyTorch is a machine-learning library that offers various modules to work with images. The “torchvision.transforms” module from the PyTorch package has a collection of classes and functions to perform various transformations on images including cropping,...
by Michael Stolzer | Nov 22, 2023 | How-To/Tips
Bernoulli distribution is commonly used in statistics. It is a discrete probability distribution that conducts the outcome (single or failure) of a specific experiment. Its outcomes are usually labeled as “1” and “0”, where 1 symbolizes “success” and 0 defines...
by Michael Stolzer | Nov 22, 2023 | How-To/Tips
Reading images is an essential part of computer vision-related and image-processing tasks. In PyTorch, the “torchvision.io” package offers different functions to perform various IO operations. To read PNG or JPEG images, the “image_read()” method/function is used....
by Michael Stolzer | Nov 22, 2023 | How-To/Tips
PyTorch is a widely used machine-learning library that offers several modules and tools for working with numerous images. Gaussian blur is the image processing procedure that reduces the noise and sharpness of edges in the image. In PyTorch, the...
by Michael Stolzer | Nov 22, 2023 | How-To/Tips
In PyTorch, tensors are essential data structures that can have multiple dimensions. Sometimes, users may want to add extra padding to the 3D or 4D tensors for various reasons, such as maximizing the batch to the largest dimension value and filling each space with the...
by Michael Stolzer | Nov 22, 2023 | How-To/Tips
In Machine learning, dropout regularization is a technique that randomly drops out a few units in a layer throughout the training process. It is utilized to improve the generalization performance of neural networks when there are complex models with various...
by Michael Stolzer | Nov 22, 2023 | How-To/Tips
The list and ArrayList in Java, both are data structures that are widely used to code different applications. Java contains various methods and functions that belong to the List and ArrayList. While both the data structure seems to look quite similar there are...
by Michael Stolzer | Nov 22, 2023 | How-To/Tips
Python, a robust programming language, allows users to perform numerous operations such as file handling, web scraping, etc. Files are the fundamental units of a system. A file is an instance that consists of a collection of data with different file extensions such as...
by Michael Stolzer | Nov 22, 2023 | How-To/Tips
Python has built-in reading and writing file methods. Reading files is an important task in order to access the files and perform operations on them. We can read files in lists, strings, etc. In Python, there are three ways of reading a list’s file content line by...
by Michael Stolzer | Nov 22, 2023 | How-To/Tips
Indexes are an important concept in Python, especially when working with lists. In Python, an index is a numeric identifier that is used to get/access a specific element within a list. These indexes allow us to retrieve individual elements from a list by specifying...
